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Efficient Power Transmission with Existing Grid
System of Bangladesh
Aktabujjaman, S. Islam, and M. A. Ullah Electrical and Electronic Engineering, Chittagong University of Engineering and Technology, Chittagong, Bangladesh
Email: [email protected], {shakilcuet, ahsan_cuet}@yahoo.com
Abstract—Sustaining power quality with increasing demand
is becoming a challenge to power engineers. Effective
transmission and distribution of electrical power is the
major concern all over the world. Existing grid system of
Bangladesh utilizes about 49% of its capacity. It cannot run
with its full capacity due to poor voltage regulation. IEC
standard of voltage regulation is ±5% whereas power Grid
Company of Bangladesh (PGCB) allows ±10% voltage
regulation. It is shown that voltage regulation in some buses
lower than the PGCB standard even though PGCB uses
reactive power compensator to improve voltage regulation
problems of the grid system. This paper demonstrates how
voltage regulation improves by selecting suitable location of
power compensator in the existing grid. Relation between
voltage regulation and power consumption is also shown. If
three power compensators relocate in the grid system, the
voltage regulation increased on 32.62% of total load and no
busses experiences voltage regulation lower than PGCB
standard. Moreover, if the PGCB allows 464 MVAR more
reactive power compensator, the voltage regulation of the
power grid can achieve IEC standard (for the load
connected in the year of 2012) and if PGCB redesign
reactive power compensator it may reach IEC standard by
731 MVAR. The result shows in this paper is performed by
ETAP software. Index Terms—reactive power compensation, effective power
transmission, voltage regulation, power grid of Bangladesh,
I. INTRODUCTION
Bangladesh is presently facing shortage of power and
there are always load shedding in some parts of the
country. This is threatening to the agriculture, industry,
commerce as well as the whole economy. Average 16
terawatts (TW) electric power is being used every
moment throughout the world [1]. Generation of
electricity is costly. Efficient use of electricity must be
ensured. Now in Bangladesh maximum demand is about
7500 Megawatts (MW) or 7.5 Giga-watts (GW) [2]
corresponding generated power is not enough to meet the
present demand due to inadequate generation [2]. In the
year of 1995, 2001, 2006, and 2012, installed power
capacity was 2908MW, 4005MW, 5275MW, and
6693MW, respectively [3] and corresponding demand
served (rated capacity) is lower than installed capacity. In
Manuscript received March 7, 2014; revised September 24, 2014.
Bangladesh increase of energy demand in recent years is
noticeable than before shown in Fig. 1. Rising of energy
demand is a tension to policy makers. To fulfill the
commitment as declared in the Election Manifesto and to
implement the Power Sector Master Plan 2010,
Government has already been taken massive generation,
transmission and distribution plan [3]. The generation
target within 2016 is 13,154MW. When the present
government takes charge, the power generation was 3,200
to 3,400MW against national demand of 5,200MW [3].
This government is able to add 2,944MW of power to the
national grid within three years time period. According to
goal of 2021, the forecasted demand would be
19,000MW and 34,000MW in 2030. To meet this
demand the generation capacity should be 39,000MW in
2030.
Figure 1. Forecasted energy demand of Bangladesh [2].
In recent the government has approved installation of
five more coal-fired power projects by local private
sector entrepreneurs having a combined capacity to
generate 2,087MW of electricity. The Rampal power is a
proposed 1320 megawatt coal-fired power station at
Rampal upazila of Bagerhat district in Khulna. The
proposed project will be the country’s largest coal based
power plant. Ruppur Nuclear Power Plant is a proposed
2,000 megawatt (MW) nuclear power plant of
Bangladesh. It will go into operation by 2020 and will be
the country’s largest and first nuclear power plant.
500MW power is importing from India‘s grid to
Bangladesh‘s grid. PGCB is the coordinator of the import
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 336doi: 10.12720/ijeee.3.5.336-343
PGCB, national grid
process, said by the end of October-2013 around 250MW
of power would be imported into Bangladesh. Another
250MW was expected to be imported from India‘s
private sector by November this year [4].
The office of the Electrical Advisor and Chief
Electrical Inspector (EA & CEI) emphasizes on thrift,
simplicity and safety. It has been established, in order to
ensure proper control of life and property in generation,
transmission and distribution of electricity. The objective
of Energy Monitoring Unit is to ensure efficient use of
energy in industries and to induce energy conservation.
Bangladesh Power Development Board (BPDB),
Ashuganj Power Station Co., Ltd. (APSCL), Electricity
Generation Company of Bangladesh Ltd. (EGCB), Rural
Power Company Ltd. (RPCL), North West Power
Generation Company Ltd. (NWPGCL), Independent
Power Producers (IPPs) are work for generation. The
responsibility is to operate the national power grid and to
develop and expand the same with efficiency by Power
Grid Company of Bangladesh (PGCB). The PGCB also
handles the operation, maintenance and development of
the transmission system of the country for distribution of
generated electricity. The following entities are involved
in power distribution: Bangladesh Power Development
Board. (BPDB), Rural Electricity Board (REB), Dhaka
Electric Supply Co., Ltd. (DESCO), Dhaka Power
Distribution Co., Ltd. (DPDC), West Zone Power
Distribution Co., Ltd. (WZPDCL), North West Zone
Power Distribution Co., Ltd. (NWZPDCL), South Zone
Power Distribution Company Ltd. (SZPDCL). REB is
responsible for electrification in rural areas. As of today,
there are 70 operating rural electricity co-operatives
called Palli Bidyuit Samity (PBS), which bring service to
approximately 79,00,000 connections. REB has expanded
its distribution networks significantly in past years and
has thus made immense contribution in increasing
agricultural products and rural development as well as
economic contribution. PGCB take new steps of 400kV
line Meghnaghat-Aminbazar 400kV transmission line
(NG1) to evacuate power from Meghaghat power station
to western part of Dhaka. Bibiyana-Kaliakoir 400KV and
Fenchuganj-Bibiyana 230KV transmission line (NG2) to
build the power evaluation facilities for upcoming 2x450
MW at Bibiyana & to evacuate the surplus power of
Sylhet area and also to supply adequate power to the
northern part of Dhaka city [3].
The generated power is transmitted and distributed
from generating station to consumer end through
transmission and distribution line. During transmission
and distribution a large amount of power is loss (15.38%)
[3]. Due to the losses in lines causes the transmission
efficiency lower, poor voltage regulation i.e. power
quality is reduced. Reactive power compensation is one
of the techniques for improving power quality. Existing
grid is used 49% of its capability. Change in power grid
is costly and matter of time. The capability, problems,
possible solutions for optimum utilization of generated
power with existing grid system is described on this paper.
Eight reactive power compensators are installed
already in power grid of Bangladesh. But those are not
sufficient enough. Existing grid can make more stable by
relocating existing reactive power compensator.
Relocating three reactive power compensators, existing
grid can provide better voltage regulation across about
32.62% of total load. By placing new 464 MVAR
distributed reactive power compensator existing grid can
be improved to IEC standard. If we redistribute and add
new reactive power compensator, minimum 731 MVAR
might require to reach IEC standard voltage regulation.
In this paper Section II, III, IV described power system
of Bangladesh (capability, problem). Section V described
Rearrangement of Existing Grid of Bangladesh, making
existing grid to IEC standard is shown in Section VI,
Newly arranged reactive power compensator to make
existing grid to IEC standard is shown in Section VII,
results and conclusion is shown in next section.
Simulation is performed by ETAP software.
II. TRANSMISSION LINE IN BANGLADESH
The purpose of transmission line is to transfer electric
energy from generating station to distribution substation.
Most of the transmission lines of Bangladesh are short
and medium transmission line [5]. Standard transmission
voltages are established in the United States by the
American National Standards Institute (ANSI) which is
standardized at 69KV, 115kV, 138kV, 161KV, 230KV,
345KV, 500KV, and 765KV. Transmission voltage
usually above 230KV is usually referred to as Extra High
voltage. The existing transmission voltage levels in
Bangladesh are 66KV, 132KV, 230KV, and 400kV
(under construction) [6]. Transmission line of 132 kV is
6066.44 Circuit km and of 230kV is 2647.3 Circuit km
[7]. When the length of overhead transmission line is up
to about 50km and the voltage level is comparatively low
(<20kV) is known as short transmission line. When the
length of overhead transmission line is up to about 50-
150km and the voltage level is moderately high
(<20kV<100kV) is known as medium transmission line.
When the length of overhead transmission line is up to
more than 150km and the voltage level is high (<100kV)
is known as long transmission line [8].
According to the definition in Bangladesh all of the
transmission line voltage level is long transmission line
category and in length is medium and long transmission
line category. Existing power grid is shown below in Fig.
2.
III. VOLTAGE REGULATION
Voltage regulation is an important subject in electrical
distribution engineering. It is the responsibility to keep
the customer voltage within specified tolerances. The
performance of a power system and quality of the service
provided are not only measured in terms of frequency of
interruption but in the maintenance of satisfactory voltage
levels at the customers.
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 337
Figure 2. Power grid network of Bangladesh.
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 338
Figure 3. Behavior of resistive load and inductive load with voltage regulation.
According to Gonen [9] an over voltage can reduce
lighting bulb life and reduce the life of electronic devices.
On the other hand, a low voltage leads to low
illumination levels, shirking of television pictures, slow
heating of heating devices, motor starting problems, and
overheating in induction motors. However, most
equipment and appliances operate satisfactorily over
some reasonable range of voltages. In resistive load
power consumption become lower as shown in Fig. 3.
When system voltage is less than rated voltage and higher
for above the rated voltage, induction motors and
synchronous motors power consumption is independent
of voltage i.e. consume same power whether voltage is
lower or higher than rated voltage. Over voltage can
cause insulation failure of motor winding, low voltage
can permanently damage the motor winding. Fig. 3 is
obtained from simulation for resistive load and inductive
load at different voltage from 110% to 80% of their rated
voltage i.e. -9.09% to +25% of voltage regulation. IEC
standard voltage regulation is ±5% and where in
Bangladesh PGCB standard is ±10%. From the Fig. 3, it
is clear that if generation is sufficient but due to poor
voltage regulation in bus, equipment cannot run at full
power rating although generating unit has capability.
A. Real Power
Real power is output power of a utility or electrical
equipment i.e. heat, light, radiation, vibration, rotation etc.
B. Reactive Power
Reactive power is required to work real power
effectively. Reactive power represents the energy that is
first stored and then released in the magnetic field of an
inductor, or electrical field in capacitor. Reactive power
is used to provide the voltage levels necessary for active
power to do useful work [10].
C. Limitations of Reactive Power
Although reactive power has great importance on
voltage control of power system but it cannot travel far.
Flowing of reactive power causes loss of real power. The
capability of transmission line is limited by the current
carrying capacity of the conductor. If more reactive
power supplied through the transmission line it will limit
the real power flow and causes more real power loss [11].
D. Transmission Efficiency
The power obtained at the receiving end of a
transmission line is less than the sending end power due
to losses in the line. The ratio of receiving end power to
the sending end power of a transmission line is known as
the transmission efficiency of the line [8], [12].
Percentage (%) efficiency
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 339
=Receiving end power
Sending end power×100
=cos
cos
R R R
S S S
V I
V I
×100
where, R R RV ,I ,cos are the phase voltage, current and
power factor at receiving end of transmission line
respectively. S S SV ,I ,cos are the sending end phase
voltage, current and power factor, respectively. Receiving
end real power [11] is given by
2
cos cosS R RR
V V AVP = β -δ - β -α
B B
The receiving end reactive power is represented by
2
sin sinS R RR
V V AVQ = β -δ - β -α
B B
Receiving end reactive power is square proportional of
receiving voltage. Here real power and reactive power
(PR, QR) both are function of VR. Similarly same result
can obtain for medium and long transmission line.
IV. POWER GRID SYSTEM OF BANGLADESH
A. Capability of Existing Power Grid System
The maximum power can be transmitted or received
through a line is known as power handling capability.
Power handling capability of transmission line,
= 3 L LV I VA
where, VL, IL are rated voltage and maximum current
capacity, respectively, of conductor.
Power handling capacity depends upon some factors
such as length of cable, thermal withstand capability,
weather condition. One cable can transfer different power
at different voltage level. In this paper total
interconnected grid system capability equal to
transformer MVA rating of entire grid system which is
15821MVA [7]. It is a fact that, the national grid of
Bangladesh is transferred maximum of 7852MVA, which
is 49% of the existing capacity of the connected
equipment of the system (6675.00MW at 0.85 p.f) [2]. On
the other hand, the reserve capacity of the equipments is
7968MVA, whereas 51% of the existing capacity of the
grid (shown in Fig. 4).
Figure 4. Equipment used in the system and reserve capacity.
B. Existing Grid System Problem
Low power factor
Most of the reactive power generated at power
plant
Most of the Generators are concentrated in a place.
Existing Capacitive bank (reactive compensator) is
not enough to compensate the reactive power.
Generating stations are far from load centre. Line
current is high for carrying reactive power.
Generation of real power is reduced due to
generation of excess reactive power.
From the above study it is clear that although PGCB
grid has capability of handling much power but it cannot
transmit power effectively.
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 340
E. Short Transmission Lines [8]
A = 1, B = Z, β ≈ 90°, α ≈ 0°.
Hence, cos β α 0
2
cos cosS R RR
V V AVP = β -δ - β -α
B B
cosS RV Vβ - δ
B
cos 90S RV Vδ
B
sinS RV Vδ
B
For constant load VS, δ and B are constant.
Hence,
R RP V
Receiving end real power is proportionally related with
receiving end voltage.
Receiving end reactive power [13]
sin sin2
S R R
R max
V V AVQ β -δ β -α
B B
At maximum load, β = δ
2
sinR
R max
AVQ β -α
B
Hence,
2
RR maxQ V
Figure 5. Comparison of modified system and existing system
V. REARRANGEMENT OF REACTIVE POWER
COMPENSATOR OF EXISTING GRID
Eight substations contain capacitor bank in national
grid of Bangladesh. Total capacity is 450 MVAR. Ishordi,
Khulna South, Jessore, Barisal, Madaripur and Hathazari
have single 45 MVAR capacitor bank and Aminbazar and
Rampura have two 45 MVAR capacitor bank. Simulation
result shows that Panchagorh, Thakurgoan, Niamotpur,
Joypurhat and Cox-bazar grids’ voltage level is below
PGCB standard. In this paper three capacitor banks is
rearranged or relocated from Khulna to Saidpur,
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 341
Madaripur to Bhandaria and Hathazari to Khulsi.
Performance comparison between rearranged and existing
grid is shown in Fig. 5. The graph is plotted for all buses
in Bangladesh.
A. Region 1
In region 1, modified system shows better performance
over existing system. About 11.93 % of total load is
connected in this region. In existing grid system some of
the buses are below of PGCB voltage regulation standard
but in modified grid system all the buses within PGCB
standard limit. The voltage regulation in region 1 is better
than existing system. Region 1 contains Panchaghar,
Thakurgaon, Purbasadipur, Bogra, Bogra new, Saidpur,
Rangpur, Barapukuria, Lalmonirhat, Natore, Palashbari,
Noagoan, Niamotpur, Joypurhat, Rajshahi, Chapai
Nawabgonj, Sirajgong Switching, Sirajgong, Shahjadpur
grid [14].
B. Region 2
In region 2, modified system performance slightly
degrades. About 4.42% of total load is connected in this
region. Despite of this degradation, it has no significant
effect on grid. Because in this region, the voltage
regulation is within IEC standard limit as well as PGCB
standard limit. All bus voltage magnitude is above 95%.
Region 2 contains Noapara, Khulna South, Khulna
Central, Satkhira, Gallammari and Goalpara grid.
C. Region 3
In region 3, modified system performance is degraded.
About 5.55% of total is connected in this region. In
existing system, all the bus voltage regulation within
PGCB standard. In modified system all bus voltage
regulation is also within the PGCB standard. It has slight
effect on grid. Region 3 conatains Patuakhali, Barishal,
Madaripur, Gopalgong, Faridpur, Baghabari,
Mymensingh RPCL, Mymensingh and Bagherhat grid.
D. Region 4
In region 4, modified system performance is
considerably better than the existing grid system. About
20.69% of total load is connected in this region. In this
region all bus voltage is increased. Region 4 contains
comilla north, Comilla south, Chandpur, Feni,
Chowmohuni, Hathazari, KSRM, Baraulia, Madunaghat,
Abul Khayer, Khulsi, Halishohor, Shikalbaha, Julda,
Shahmirpur, Dohazari and Coxbazar grid.
E. Result
Although modified grid system have slightly less
performance in region 2 and region 3, but significant
effect on region 1. In modified grid system all the buses
in region 1 is within the PGCB limit which was not in
existing grid system. The load contribution of region 1 is
more than the sum of region 2 and 3. In region 4, system
is more reliable and stable. So, it is clear that the
modified grid system has better performance than
existing grid system.
VI. PROPOSAL FOR MAKING EXISTING GRID TO IEC
STANDARD
In this paper simulation is performed for 4523MW
(consider base load). Peaking power plant in Saidpur,
Rangpur is in service. To improve the power grid voltage
regulation into IEC standard, reactive power compensator
is distributed throughout the grid. A table of distributed
reactive power compensator is given below which is
performed in simulation. In this paper MVAR per
capacitive bank is 7MVAR and 10MVAR for switching
convenient. Minimum 464MVAR is required existing
grid improved to IEC standard. The grid response is
shown in Fig. 6. Approximate reactive compensator
required is shown in Table I.
Figure 6. Comparison of IEC standard of existing grid.
TABLE I. EXISTING GRID TO IEC STANDARD
Grid Name Required MVAR
Grid Name Required MVAR
Joypurhat 14 Niamotpur 14
Noagoan 40 Manikgong 20
Mongla 10 Joydevpur 30
Patuakhali 7 Ullon 20
Bhandaria 7 Dhanmondi 30
Kabirpur 30 Khulsi 30
Tangail 28 Halishahar 28
Bagherhat 10 Dohazari 7
Chuadanga 7 Coxbazar 14
Ch. Nawabgong 20 Comilla South 40
Rajshahi 10 Chandpur 28
Total 464 MVAR
A. Result
Existing power grid have total 450 MVAR reactive
power compensator and additional 464MVAR i.e. 914
MVAR can be made grid to IEC standard.
VII. NEWLY DESIGN REACTIVE COMPENSATOR FOR
MAKING EXISTING GRID TO IEC STANDARD
In these section reactive compensators is distributed
among all bus including existing reactive compensators.
The grid response is shown in Fig. 7. Table shows
required minimum MVAR to achieve IEC standard.
Approximately minimum 731 MVAR may be required to
reach IEC standard is shown in Table II.
Figure 7. Newly design grid response
TABLE II. NEWLY DESIGN REACTIVE POWER COMPENSATOR
Grid Name Required
MVAR
Grid Name Required
MVAR
Noagoan 20 Manikgonj 14
Niamotpur 7 Savar 10
Natore 7 AminBazar 40
Rajshahi 14 Shampur 7
Ch. Nawabgonj 7 Dhanmondi 40
Jhinaidoh 21 Moghbazar 20
Chuadanga 7 Rampura 40
Magura 7 Comilla South 50
Jessore 20 Chandpur 28
Mongla 7 Feni 10
Bhandaria 10 Chowmohuni 10
Patuakhali 10 Hathazari 20
Barishal 28 Baraulia 10
Madaripur 30 Khulsi 50
Gopalgong 7 Halishohor 20
Faridpur 14 Julda 30
Joydevpur 21 Dohazari 7
Kabirpur 50 Coxbazar 10
Tangail 28 Manikgonj 14
Savar 10
Total 731 MVAR
A. Result
In new design 731 MVAR is required. It saves 183
MVAR less compared to earlier design.
VIII. CONCLUSION
Energy demand and supply is increasing, reliability
and efficiency are ongoing problems. 49% of existing
grid is used up to now. Reactive power compensator can
improve voltage regulation problem and make system
stable. Relocation of three capacitor bank can improve
voltage regulation across 32.62% of total load and
degrade voltage regulation across 9.97% of total load.
Where 4.42% load is within the IEC standard. Placing
distributed reactive power compensator (minimum
464MVAR total 914 MVAR) can improve existing grid
to IEC standard. Minimum 731 MVAR is required to
reach IEC standard for newly design compensation
system.
Simulation results demonstrate the effectiveness of the
proposed system. Proposed modification and placing
proper size of reactive power compensator make system
stable and can provide increasing power demand by
existing power grid without compromising the power
quality.
ACKNOWLEDGMENT
First of all we greatly thankful to almighty ALLAH,
for kindness, giving patience, ability, knowledge and
keep us healthy. We would like to like to thank Engineer
Md. Manzur Morshed, Deputy Manager (Technical) of
odunaghat substation of PGCB (Ctg), Mr. Kanai Kanti
Das, Mr. Mithu assistant Engineer at Raozan Thermal
Power Plant for proving valuable information and time,
Nuruddin Md. Forhad Chowdhury (DM) Hathazari
substation, Md. Shahin DM (Protection) Agrabad, PGCB
(Chittagong) for providing transmission line parameter
and data, Mohammad Hossain (JAM), Md. Faisal Abedin
(JAM), Md. Solaiman Hossain (PGCB Saidpur) for
helping us from their valuable time.
REFERENCES
[1] Electricity sector in Bangladesh. [Online]. Available:
http://en.wikipedia.org/wiki/Electricity_sector_in_Bangladesh
[2] Bangladesh Power Development Board. [Online]. Available:
http://www.bpdb.gov.bd [3] Power Cell. [Online]. Available: http://www.powercell.gov.bd
[4] DhakaTribune. [Online]. Available: http://www.dhakatribune.com
[5] A. Hussain, Electrical Power Systems, 5th ed, CBS Publishers & Distributors Pvt. Ltd., 2010.
[6] H. Sadat, Power System Analysis, WCB/McGraw-Hill, 1999. [7] Power Grid Company of Bangladesh Limited. [Online]. Available:
www.pgcb.org.bd
[8] V. K. Mehta and R. Mehta, Principles of Power System, S. Chand, 1982.
[9] T. Gonen, Electric Power Distribution System Engineering, New
York: McGraw Hill, 1986. [10] Electrical notes and articles. [Online]. Available:
https://electricalnotes.wordpress.com/2011/03/21/importance-of-
reactive-power-for-system/ [11] S. J. Chapman, Electric Machinery Fundamentals, 4th ed.,
McGraw-Hill, 2005.
[12] G. T. Heydt, Electric Power Quality, 2nd ed., West LaFayette, IN: Stars in a Circle Publications, 1991.
[13] William D. Stevenson, Elements of Power System Analysis, Jr.
Fourth Edition, McGraw Hill, 1982. [14] GET INTO PC. [Online]. Available:
http://getintopc.com/softwares/electrical-engineering/etap-free-
download/
Aktabujjaman received B.Sc. in Electrical and Electronic Engineering from Chittagong
University of Engineering and Technology,
Bangladesh in 2012. He worked as Lecturer at IBAIS University,
System Engineer at GrameenPhone Limited
and Trainee Engineer at Horipur Combine Cycle Power Plant (360 MW). Currently he is
working as Assistant Engineer, system
protection and metering division at Power Grid Company of Bangladesh Limited (PGCB). His interest to be an expert
in power system.
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 342
International Journal of Electronics and Electrical Engineering Vol. 3, No. 5, October 2015
©2015 Engineering and Technology Publishing 343
Md. Saidul Islam is born in Bogra, Bangladesh. He received B.Sc. in Electrical and Electronic
Engineering from Chittagong University of
Engineering and Technology, Bangladesh in 2012. Currently he is working as Shift Engineer
in Samuda Chemicals Complex Limited,
Meghnaghat, Munshigong. He wanted to technically sound engineer.
Muhammad Ahsan Ullah received B.Sc. inEngineering degree in Electrical and Electronic
Engineering from Chittagong University of
Engineering and Technology, Bangladesh in2002, M.E. degree in Electronic and
Information Engineering from Kyung Hee
University, Republic of Korea in 2007 and PhDdegree in Electrical Engineering at Nagaoka
University of Technology at 2011. He is
interested in Signal Processing, Coding Theory, Threshold Decoding,MCCDMA, OFDMA, MIMO, and Image Processing.